{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "42a3a4d8",
   "metadata": {},
   "source": [
    "## 11.4. 随机梯度下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2a581246",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import math\n",
    "import mindspore\n",
    "from d2l import mindspore as d2l"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8885ce81",
   "metadata": {},
   "source": [
    "### 11.4.1. 随机梯度更新"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2cee94be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 50, x1: 0.258773, x2: 0.147647\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"245.120313pt\" height=\"180.65625pt\" viewBox=\"0 0 245.120313 180.65625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2023-03-03T01:31:11.555844</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 180.65625 \n",
       "L 245.120313 180.65625 \n",
       "L 245.120313 0 \n",
       "L 0 0 \n",
       "L 0 180.65625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 237.920313 143.1 \n",
       "L 237.920313 7.2 \n",
       "L 42.620312 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m359e7c0ff3\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m359e7c0ff3\" x=\"88.393749\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −4 -->\n",
       "      <g transform=\"translate(81.022656 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m359e7c0ff3\" x=\"149.424998\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(142.053905 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m359e7c0ff3\" x=\"210.456247\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(207.274997 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_4\">\n",
       "     <!-- x1 -->\n",
       "     <g transform=\"translate(134.129687 171.376563)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-31\" x=\"59.179688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"m7fbc976a78\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7fbc976a78\" x=\"42.620312\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- −3 -->\n",
       "      <g transform=\"translate(20.878125 146.899219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7fbc976a78\" x=\"42.620312\" y=\"108.253847\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(20.878125 112.053066)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7fbc976a78\" x=\"42.620312\" y=\"73.407694\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(20.878125 77.206913)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m7fbc976a78\" x=\"42.620312\" y=\"38.561541\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(29.257812 42.36076)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_9\">\n",
       "     <!-- x2 -->\n",
       "     <g transform=\"translate(14.798437 81.290625)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-32\" x=\"59.179688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_8\">\n",
       "    <path d=\"M 57.878125 108.253847 \n",
       "L 87.897284 78.948969 \n",
       "L 114.864688 62.707269 \n",
       "L 139.288157 53.259202 \n",
       "L 153.007316 50.747543 \n",
       "L 159.826591 45.268951 \n",
       "L 173.863317 38.501314 \n",
       "L 180.418927 37.62809 \n",
       "L 186.184126 37.04447 \n",
       "L 193.344087 43.879565 \n",
       "L 192.190863 40.660455 \n",
       "L 198.934918 42.179066 \n",
       "L 200.504549 31.085071 \n",
       "L 200.489247 32.162225 \n",
       "L 201.745715 35.643053 \n",
       "L 199.511285 32.587036 \n",
       "L 206.182595 35.412097 \n",
       "L 210.881254 41.413917 \n",
       "L 212.470565 44.483169 \n",
       "L 214.476228 44.550308 \n",
       "L 213.311553 50.572459 \n",
       "L 212.321652 41.380837 \n",
       "L 213.777363 43.595488 \n",
       "L 212.418468 43.104738 \n",
       "L 215.849557 40.138197 \n",
       "L 214.952566 38.089716 \n",
       "L 211.678264 37.226447 \n",
       "L 210.558531 39.359821 \n",
       "L 212.826206 37.686007 \n",
       "L 217.389022 40.861082 \n",
       "L 217.90202 41.215691 \n",
       "L 216.90289 47.060737 \n",
       "L 218.685072 43.35448 \n",
       "L 216.236387 36.699324 \n",
       "L 214.604666 39.438413 \n",
       "L 211.313952 37.301569 \n",
       "L 212.010117 36.252171 \n",
       "L 212.725869 37.954139 \n",
       "L 218.184011 37.197332 \n",
       "L 214.573495 31.366588 \n",
       "L 216.555931 35.771505 \n",
       "L 213.190871 37.224737 \n",
       "L 209.771419 33.420663 \n",
       "L 213.369085 38.437828 \n",
       "L 213.756308 43.152883 \n",
       "L 211.783597 40.284609 \n",
       "L 215.383513 41.704546 \n",
       "L 218.973558 42.611767 \n",
       "L 217.667054 35.718275 \n",
       "L 219.133148 40.132616 \n",
       "L 218.352882 33.4166 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"mbd93fbffd7\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #ff7f0e\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p023db7ea07)\">\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"57.878125\" y=\"108.253847\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"87.897284\" y=\"78.948969\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"114.864688\" y=\"62.707269\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"139.288157\" y=\"53.259202\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"153.007316\" y=\"50.747543\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"159.826591\" y=\"45.268951\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"173.863317\" y=\"38.501314\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"180.418927\" y=\"37.62809\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"186.184126\" y=\"37.04447\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"193.344087\" y=\"43.879565\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"192.190863\" y=\"40.660455\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"198.934918\" y=\"42.179066\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"200.504549\" y=\"31.085071\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"200.489247\" y=\"32.162225\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"201.745715\" y=\"35.643053\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"199.511285\" y=\"32.587036\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"206.182595\" y=\"35.412097\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"210.881254\" y=\"41.413917\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"212.470565\" y=\"44.483169\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"214.476228\" y=\"44.550308\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"213.311553\" y=\"50.572459\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"212.321652\" y=\"41.380837\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"213.777363\" y=\"43.595488\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"212.418468\" y=\"43.104738\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"215.849557\" y=\"40.138197\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"214.952566\" y=\"38.089716\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"211.678264\" y=\"37.226447\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"210.558531\" y=\"39.359821\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"212.826206\" y=\"37.686007\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"217.389022\" y=\"40.861082\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"217.90202\" y=\"41.215691\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"216.90289\" y=\"47.060737\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"218.685072\" y=\"43.35448\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"216.236387\" y=\"36.699324\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"214.604666\" y=\"39.438413\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"211.313952\" y=\"37.301569\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"212.010117\" y=\"36.252171\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"212.725869\" y=\"37.954139\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"218.184011\" y=\"37.197332\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"214.573495\" y=\"31.366588\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"216.555931\" y=\"35.771505\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"213.190871\" y=\"37.224737\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"209.771419\" y=\"33.420663\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"213.369085\" y=\"38.437828\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"213.756308\" y=\"43.152883\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"211.783597\" y=\"40.284609\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"215.383513\" y=\"41.704546\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"218.973558\" y=\"42.611767\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"217.667054\" y=\"35.718275\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"219.133148\" y=\"40.132616\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#mbd93fbffd7\" x=\"218.352882\" y=\"33.4166\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_1\">\n",
       "    <path d=\"M 210.456247 38.561541 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_2\">\n",
       "    <path d=\"M 237.920312 104.627964 \n",
       "L 237.381806 104.769231 \n",
       "L 234.868753 105.394674 \n",
       "L 231.817193 106.064792 \n",
       "L 228.765619 106.645564 \n",
       "L 225.71406 107.136983 \n",
       "L 222.6625 107.539055 \n",
       "L 219.610941 107.851775 \n",
       "L 216.559381 108.075149 \n",
       "L 213.507807 108.209171 \n",
       "L 210.456247 108.253847 \n",
       "L 207.404688 108.209171 \n",
       "L 204.353128 108.075149 \n",
       "L 201.301569 107.851776 \n",
       "L 198.249995 107.539055 \n",
       "L 195.198435 107.136983 \n",
       "L 192.146876 106.645564 \n",
       "L 189.095316 106.064795 \n",
       "L 186.043757 105.394678 \n",
       "L 183.530689 104.769231 \n",
       "L 182.992182 104.627964 \n",
       "L 179.940623 103.733267 \n",
       "L 176.889063 102.744389 \n",
       "L 173.837504 101.661334 \n",
       "L 172.860994 101.284615 \n",
       "L 170.785944 100.438356 \n",
       "L 167.73437 99.094286 \n",
       "L 164.998486 97.799999 \n",
       "L 164.682811 97.641608 \n",
       "L 161.631251 96.004897 \n",
       "L 158.672158 94.315387 \n",
       "L 158.579684 94.259182 \n",
       "L 155.528125 92.29206 \n",
       "L 153.383783 90.830771 \n",
       "L 152.476565 90.169898 \n",
       "L 149.424998 87.826791 \n",
       "L 148.829571 87.346154 \n",
       "L 146.373439 85.216673 \n",
       "L 144.883133 83.861538 \n",
       "L 143.321872 82.32831 \n",
       "L 141.423124 80.376922 \n",
       "L 140.270312 79.08913 \n",
       "L 138.387433 76.89231 \n",
       "L 137.218753 75.398909 \n",
       "L 135.724106 73.407694 \n",
       "L 134.167186 71.115184 \n",
       "L 133.389334 69.923074 \n",
       "L 131.354959 66.438462 \n",
       "L 131.115627 65.973858 \n",
       "L 129.618631 62.95385 \n",
       "L 128.121638 59.469229 \n",
       "L 128.06406 59.310834 \n",
       "L 126.898921 55.984618 \n",
       "L 125.900226 52.499997 \n",
       "L 125.123463 49.015385 \n",
       "L 125.0125 48.318479 \n",
       "L 124.584208 45.530773 \n",
       "L 124.262991 42.046153 \n",
       "L 124.155919 38.561541 \n",
       "L 124.262992 35.076921 \n",
       "L 124.584208 31.592309 \n",
       "L 125.0125 28.804603 \n",
       "L 125.123463 28.107697 \n",
       "L 125.900227 24.623076 \n",
       "L 126.898921 21.138465 \n",
       "L 128.06406 17.812254 \n",
       "L 128.121643 17.653844 \n",
       "L 129.618631 14.169232 \n",
       "L 131.115627 11.149224 \n",
       "L 131.354959 10.68462 \n",
       "L 133.389338 7.2 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_3\">\n",
       "    <path d=\"M 237.920312 134.57853 \n",
       "L 234.868753 135.117062 \n",
       "L 231.817193 135.592236 \n",
       "L 228.765619 136.004058 \n",
       "L 227.655985 136.130768 \n",
       "L 225.71406 136.344737 \n",
       "L 222.6625 136.619839 \n",
       "L 219.610941 136.833805 \n",
       "L 216.559381 136.986639 \n",
       "L 213.507807 137.078339 \n",
       "L 210.456247 137.108907 \n",
       "L 207.404688 137.078339 \n",
       "L 204.353128 136.986641 \n",
       "L 201.301569 136.833805 \n",
       "L 198.249995 136.619839 \n",
       "L 195.198435 136.344737 \n",
       "L 193.25651 136.130768 \n",
       "L 192.146876 136.004058 \n",
       "L 189.095316 135.592241 \n",
       "L 186.043757 135.117063 \n",
       "L 182.992182 134.57853 \n",
       "L 179.940623 133.976642 \n",
       "L 176.889063 133.311398 \n",
       "L 174.102863 132.646156 \n",
       "L 173.837504 132.580407 \n",
       "L 170.785944 131.758564 \n",
       "L 167.73437 130.870973 \n",
       "L 164.682811 129.917635 \n",
       "L 162.418732 129.161535 \n",
       "L 161.631251 128.888239 \n",
       "L 158.579684 127.760862 \n",
       "L 155.528125 126.56516 \n",
       "L 153.383778 125.676924 \n",
       "L 152.476565 125.285798 \n",
       "L 149.424998 123.899059 \n",
       "L 146.373439 122.441211 \n",
       "L 145.876675 122.192312 \n",
       "L 143.321872 120.857775 \n",
       "L 140.270312 119.189606 \n",
       "L 139.426264 118.707691 \n",
       "L 137.218753 117.391283 \n",
       "L 134.167186 115.494104 \n",
       "L 133.748345 115.223079 \n",
       "L 131.115627 113.440257 \n",
       "L 128.697396 111.738459 \n",
       "L 128.06406 111.271015 \n",
       "L 125.0125 108.933772 \n",
       "L 124.155922 108.253847 \n",
       "L 121.960941 106.422192 \n",
       "L 120.047242 104.769231 \n",
       "L 118.909374 103.733267 \n",
       "L 116.308045 101.284615 \n",
       "L 115.857814 100.836592 \n",
       "L 112.903125 97.799999 \n",
       "L 112.806247 97.694402 \n",
       "L 109.801636 94.315387 \n",
       "L 109.754688 94.259182 \n",
       "L 106.9764 90.830771 \n",
       "L 106.703128 90.470296 \n",
       "L 104.403397 87.346154 \n",
       "L 103.651562 86.249147 \n",
       "L 102.061307 83.861538 \n",
       "L 100.600002 81.492012 \n",
       "L 99.931159 80.376922 \n",
       "L 98.008261 76.89231 \n",
       "L 97.548443 75.979684 \n",
       "L 96.287123 73.407694 \n",
       "L 94.740999 69.923074 \n",
       "L 94.496876 69.308148 \n",
       "L 93.387216 66.438462 \n",
       "L 92.198295 62.95385 \n",
       "L 91.445309 60.407392 \n",
       "L 91.174918 59.469229 \n",
       "L 90.325119 55.984618 \n",
       "L 89.629824 52.499997 \n",
       "L 89.089043 49.015385 \n",
       "L 88.702768 45.530773 \n",
       "L 88.471006 42.046153 \n",
       "L 88.393749 38.561541 \n",
       "L 88.471006 35.076921 \n",
       "L 88.702768 31.592309 \n",
       "L 89.089043 28.107697 \n",
       "L 89.629824 24.623076 \n",
       "L 90.325119 21.138465 \n",
       "L 91.174922 17.653844 \n",
       "L 91.445309 16.715694 \n",
       "L 92.198295 14.169232 \n",
       "L 93.387216 10.68462 \n",
       "L 94.496876 7.814927 \n",
       "L 94.740999 7.2 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_4\">\n",
       "    <path d=\"M 135.724103 143.1 \n",
       "L 134.167186 142.361734 \n",
       "L 131.115627 140.855672 \n",
       "L 128.697418 139.615388 \n",
       "L 128.06406 139.279146 \n",
       "L 125.0125 137.597977 \n",
       "L 122.442757 136.130768 \n",
       "L 121.960941 135.845668 \n",
       "L 118.909374 133.97664 \n",
       "L 116.808305 132.646156 \n",
       "L 115.857814 132.021554 \n",
       "L 112.806247 129.950509 \n",
       "L 111.679509 129.161535 \n",
       "L 109.754688 127.760863 \n",
       "L 106.9764 125.676924 \n",
       "L 106.703128 125.463582 \n",
       "L 103.651562 123.010127 \n",
       "L 102.663029 122.192312 \n",
       "L 100.600002 120.412934 \n",
       "L 98.677096 118.707691 \n",
       "L 97.548443 117.662313 \n",
       "L 94.985122 115.223079 \n",
       "L 94.496876 114.736858 \n",
       "L 91.564196 111.738459 \n",
       "L 91.445309 111.610978 \n",
       "L 88.393749 108.253847 \n",
       "L 85.455206 104.769231 \n",
       "L 85.34219 104.627968 \n",
       "L 82.73181 101.284615 \n",
       "L 82.29063 100.687266 \n",
       "L 80.208379 97.799999 \n",
       "L 79.239056 96.374469 \n",
       "L 77.871123 94.315387 \n",
       "L 76.187497 91.617615 \n",
       "L 75.707478 90.830771 \n",
       "L 73.71882 87.346154 \n",
       "L 73.135937 86.249147 \n",
       "L 71.89519 83.861538 \n",
       "L 70.218509 80.376922 \n",
       "L 70.084378 80.073919 \n",
       "L 68.706251 76.89231 \n",
       "L 67.328125 73.407694 \n",
       "L 67.032818 72.582408 \n",
       "L 66.101278 69.923074 \n",
       "L 65.009145 66.438462 \n",
       "L 64.045489 62.95385 \n",
       "L 63.981244 62.685796 \n",
       "L 63.226219 59.469229 \n",
       "L 62.534114 55.984618 \n",
       "L 61.967844 52.499997 \n",
       "L 61.527415 49.015385 \n",
       "L 61.212819 45.530773 \n",
       "L 61.024065 42.046153 \n",
       "L 60.961144 38.561541 \n",
       "L 61.024065 35.076921 \n",
       "L 61.212819 31.592309 \n",
       "L 61.527415 28.107697 \n",
       "L 61.967844 24.623076 \n",
       "L 62.534114 21.138465 \n",
       "L 63.226225 17.653844 \n",
       "L 63.981244 14.437287 \n",
       "L 64.045489 14.169232 \n",
       "L 65.009145 10.68462 \n",
       "L 66.101284 7.2 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_5\">\n",
       "    <path d=\"M 96.287123 143.1 \n",
       "L 94.496876 141.800653 \n",
       "L 91.564211 139.615388 \n",
       "L 91.445309 139.52368 \n",
       "L 88.393749 137.108906 \n",
       "L 87.188192 136.130768 \n",
       "L 85.34219 134.578536 \n",
       "L 83.09947 132.646156 \n",
       "L 82.29063 131.922942 \n",
       "L 79.274964 129.161535 \n",
       "L 79.239056 129.127365 \n",
       "L 76.187497 126.155203 \n",
       "L 75.707478 125.676924 \n",
       "L 73.135937 123.010127 \n",
       "L 72.364665 122.192312 \n",
       "L 70.084378 119.671523 \n",
       "L 69.231251 118.707691 \n",
       "L 67.032818 116.113597 \n",
       "L 66.294013 115.223079 \n",
       "L 63.981244 112.30572 \n",
       "L 63.540813 111.738459 \n",
       "L 60.96115 108.253847 \n",
       "L 60.929684 108.209163 \n",
       "L 58.556252 104.769231 \n",
       "L 57.878125 103.733261 \n",
       "L 56.307021 101.284615 \n",
       "L 54.826565 98.845397 \n",
       "L 54.204393 97.799999 \n",
       "L 52.249024 94.315387 \n",
       "L 51.775006 93.416152 \n",
       "L 50.438126 90.830771 \n",
       "L 48.7525 87.346154 \n",
       "L 48.723432 87.281611 \n",
       "L 47.211914 83.861538 \n",
       "L 45.785952 80.376922 \n",
       "L 45.671872 80.073905 \n",
       "L 44.496043 76.89231 \n",
       "L 43.320213 73.407694 \n",
       "L 42.620312 71.115187 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_6\">\n",
       "    <path d=\"M 67.328119 143.1 \n",
       "L 67.032818 142.834235 \n",
       "L 63.981244 140.028815 \n",
       "L 63.540815 139.615388 \n",
       "L 60.929684 137.078341 \n",
       "L 59.974143 136.130768 \n",
       "L 57.878125 133.97664 \n",
       "L 56.609163 132.646156 \n",
       "L 54.826565 130.706605 \n",
       "L 53.434101 129.161535 \n",
       "L 51.775006 127.248424 \n",
       "L 50.438126 125.676924 \n",
       "L 48.723432 123.579038 \n",
       "L 47.611182 122.192312 \n",
       "L 45.671872 119.671518 \n",
       "L 44.943982 118.707691 \n",
       "L 42.620312 115.494103 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_7\">\n",
       "    <path d=\"M 43.320214 143.1 \n",
       "L 42.620312 142.361735 \n",
       "\" clip-path=\"url(#p023db7ea07)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_8\"/>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 42.620312 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 237.920313 143.1 \n",
       "L 237.920313 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 237.920312 143.1 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 42.620312 7.2 \n",
       "L 237.920312 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p023db7ea07\">\n",
       "   <rect x=\"42.620312\" y=\"7.2\" width=\"195.3\" height=\"135.9\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f(x1, x2):  # 目标函数\n",
    "    return x1 ** 2 + 2 * x2 ** 2\n",
    "\n",
    "def f_grad(x1, x2):  # 目标函数的梯度\n",
    "    return 2 * x1, 4 * x2\n",
    "\n",
    "def sgd(x1, x2, s1, s2, f_grad):\n",
    "    g1, g2 = f_grad(x1, x2)\n",
    "    # 模拟有噪声的梯度\n",
    "    g1 += d2l.normal((1,), 0.0, 1.)\n",
    "    g2 += d2l.normal((1,), 0.0, 1.)\n",
    "    eta_t = eta * lr()\n",
    "    return (x1 - eta_t * g1[0], x2 - eta_t * g2[0], 0, 0)\n",
    "\n",
    "\n",
    "def constant_lr():\n",
    "    return 1\n",
    "\n",
    "eta = 0.1\n",
    "lr = constant_lr  # 常数学习速度\n",
    "d2l.show_trace_2d(f, d2l.train_2d(sgd, steps=50, f_grad=f_grad))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11a7621a",
   "metadata": {},
   "source": [
    "### 11.4.2. 动态学习率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ab0a595f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1000, x1: -0.831556, x2: -0.093116\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"245.120313pt\" height=\"180.65625pt\" viewBox=\"0 0 245.120313 180.65625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2023-03-03T01:31:24.070889</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 180.65625 \n",
       "L 245.120313 180.65625 \n",
       "L 245.120313 0 \n",
       "L 0 0 \n",
       "L 0 180.65625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 237.920313 143.1 \n",
       "L 237.920313 7.2 \n",
       "L 42.620312 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"ma748bc9ce5\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma748bc9ce5\" x=\"88.393749\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −4 -->\n",
       "      <g transform=\"translate(81.022656 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma748bc9ce5\" x=\"149.424998\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(142.053905 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma748bc9ce5\" x=\"210.456247\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(207.274997 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_4\">\n",
       "     <!-- x1 -->\n",
       "     <g transform=\"translate(134.129687 171.376563)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-31\" x=\"59.179688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"m05bfac4b8e\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m05bfac4b8e\" x=\"42.620312\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- −3 -->\n",
       "      <g transform=\"translate(20.878125 146.899219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m05bfac4b8e\" x=\"42.620312\" y=\"108.253847\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(20.878125 112.053066)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m05bfac4b8e\" x=\"42.620312\" y=\"73.407694\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(20.878125 77.206913)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m05bfac4b8e\" x=\"42.620312\" y=\"38.561541\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(29.257812 42.36076)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_9\">\n",
       "     <!-- x2 -->\n",
       "     <g transform=\"translate(14.798437 81.290625)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-32\" x=\"59.179688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_8\">\n",
       "    <path d=\"M 57.878125 108.253847 \n",
       "L 86.506458 84.30007 \n",
       "L 106.608904 68.836811 \n",
       "L 118.265289 65.537649 \n",
       "L 128.22973 64.701909 \n",
       "L 137.118831 61.923595 \n",
       "L 145.821615 58.331305 \n",
       "L 151.809112 55.298995 \n",
       "L 155.091981 51.257035 \n",
       "L 160.174825 48.083396 \n",
       "L 161.942522 45.702601 \n",
       "L 163.575132 44.750366 \n",
       "L 167.712882 46.095147 \n",
       "L 169.359893 44.854797 \n",
       "L 169.78249 43.966671 \n",
       "L 171.623906 43.966458 \n",
       "L 173.019055 43.586611 \n",
       "L 174.599168 43.865234 \n",
       "L 176.127196 43.276735 \n",
       "L 177.361123 43.141758 \n",
       "L 178.152631 43.280682 \n",
       "L 178.581139 42.824015 \n",
       "L 179.928109 42.107988 \n",
       "L 181.028444 41.386836 \n",
       "L 181.177447 41.495666 \n",
       "L 181.608013 41.566166 \n",
       "L 182.085152 41.901978 \n",
       "L 182.158618 41.718463 \n",
       "L 182.594595 41.96736 \n",
       "L 183.642462 41.962367 \n",
       "L 183.913476 42.10112 \n",
       "L 185.080791 41.806276 \n",
       "L 185.080791 41.806276 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m174b3bbdeb\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #ff7f0e\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pd329e94e35)\">\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"57.878125\" y=\"108.253847\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"86.506458\" y=\"84.30007\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"106.608904\" y=\"68.836811\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"118.265289\" y=\"65.537649\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"128.22973\" y=\"64.701909\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"137.118831\" y=\"61.923595\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"145.821615\" y=\"58.331305\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"151.809112\" y=\"55.298995\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"155.091981\" y=\"51.257035\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"160.174825\" y=\"48.083396\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"161.942522\" y=\"45.702601\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"163.575132\" y=\"44.750366\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"167.712882\" y=\"46.095147\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"169.359893\" y=\"44.854797\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"169.78249\" y=\"43.966671\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"171.623906\" y=\"43.966458\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"173.019055\" y=\"43.586611\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"174.599168\" y=\"43.865234\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"176.127196\" y=\"43.276735\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"177.361123\" y=\"43.141758\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"178.152631\" y=\"43.280682\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"178.581139\" y=\"42.824015\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"179.666421\" y=\"42.259022\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"179.928109\" y=\"42.107988\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"180.681939\" y=\"41.603393\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"181.028444\" y=\"41.386836\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"181.177447\" y=\"41.495666\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"181.608013\" y=\"41.566166\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"182.085152\" y=\"41.901978\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"182.158618\" y=\"41.718463\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"182.255162\" y=\"41.794662\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"182.594595\" y=\"41.96736\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"182.702687\" y=\"41.960806\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"182.97092\" y=\"41.841254\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"183.175458\" y=\"41.918516\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"183.522064\" y=\"41.917207\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"183.642462\" y=\"41.962367\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"183.814173\" y=\"42.118776\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"183.913476\" y=\"42.10112\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.12004\" y=\"42.058826\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.250763\" y=\"42.047817\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.400921\" y=\"42.078535\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.452888\" y=\"42.06003\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.477949\" y=\"42.012066\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.534192\" y=\"42.019471\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.601121\" y=\"42.019232\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.676486\" y=\"41.950047\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.733706\" y=\"41.962269\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.781337\" y=\"41.969884\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.799189\" y=\"41.952493\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.831869\" y=\"41.942261\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.842949\" y=\"41.892766\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.839046\" y=\"41.85032\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.868887\" y=\"41.851336\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.886628\" y=\"41.839592\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.894225\" y=\"41.835934\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.917221\" y=\"41.841914\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.934291\" y=\"41.836225\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.948686\" y=\"41.835515\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.954301\" y=\"41.817542\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.974157\" y=\"41.829227\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.983414\" y=\"41.841684\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"184.992883\" y=\"41.834025\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.002383\" y=\"41.824433\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.007055\" y=\"41.822736\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.017301\" y=\"41.825487\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.017288\" y=\"41.827875\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.020395\" y=\"41.822853\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.027216\" y=\"41.824724\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.034666\" y=\"41.823751\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.03938\" y=\"41.822084\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.044113\" y=\"41.81884\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.047107\" y=\"41.816877\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.049897\" y=\"41.817528\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.051858\" y=\"41.812621\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.054422\" y=\"41.812498\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.058313\" y=\"41.810491\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.058948\" y=\"41.812985\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.059212\" y=\"41.809746\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.06017\" y=\"41.810929\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.061274\" y=\"41.810672\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.063299\" y=\"41.810233\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.065467\" y=\"41.809022\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.067437\" y=\"41.809038\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.06925\" y=\"41.808062\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.070372\" y=\"41.806753\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.07068\" y=\"41.807914\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.071513\" y=\"41.807798\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.072964\" y=\"41.808151\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.073712\" y=\"41.807546\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.074192\" y=\"41.807019\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.075123\" y=\"41.807088\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.075945\" y=\"41.807247\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.076598\" y=\"41.807213\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.076949\" y=\"41.807307\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.077575\" y=\"41.807749\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.078064\" y=\"41.807234\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.078382\" y=\"41.807165\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.078703\" y=\"41.806959\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.078846\" y=\"41.806626\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.078875\" y=\"41.806737\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.078919\" y=\"41.80653\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079072\" y=\"41.806646\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079288\" y=\"41.806492\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.07925\" y=\"41.806434\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079508\" y=\"41.806491\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079565\" y=\"41.806443\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079668\" y=\"41.806372\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079838\" y=\"41.806295\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.079878\" y=\"41.806346\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.07995\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080036\" y=\"41.806283\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080083\" y=\"41.806328\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080132\" y=\"41.806315\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080198\" y=\"41.806331\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080285\" y=\"41.806332\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080329\" y=\"41.806295\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080376\" y=\"41.806288\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080412\" y=\"41.806281\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080418\" y=\"41.806259\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080487\" y=\"41.806258\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080498\" y=\"41.806257\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080531\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080569\" y=\"41.806289\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080594\" y=\"41.806293\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080618\" y=\"41.806283\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080631\" y=\"41.806294\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080652\" y=\"41.806303\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080663\" y=\"41.806304\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080687\" y=\"41.806306\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080705\" y=\"41.806296\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080723\" y=\"41.806296\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080727\" y=\"41.806295\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080734\" y=\"41.806292\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.08074\" y=\"41.806293\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080749\" y=\"41.806297\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080754\" y=\"41.806294\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080754\" y=\"41.806289\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080762\" y=\"41.806288\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080763\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080763\" y=\"41.806285\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080767\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080772\" y=\"41.806281\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080772\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080774\" y=\"41.806284\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080776\" y=\"41.806285\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.08078\" y=\"41.806284\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080782\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080782\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080783\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080785\" y=\"41.806282\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080785\" y=\"41.80628\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080785\" y=\"41.806281\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080787\" y=\"41.806281\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080789\" y=\"41.80628\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080789\" y=\"41.806279\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080789\" y=\"41.806279\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080789\" y=\"41.806279\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806279\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806279\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806278\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806278\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806277\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m174b3bbdeb\" x=\"185.080791\" y=\"41.806276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_1\">\n",
       "    <path d=\"M 210.456247 38.561541 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_2\">\n",
       "    <path d=\"M 237.920312 104.627964 \n",
       "L 237.381806 104.769231 \n",
       "L 234.868753 105.394674 \n",
       "L 231.817193 106.064792 \n",
       "L 228.765619 106.645564 \n",
       "L 225.71406 107.136983 \n",
       "L 222.6625 107.539055 \n",
       "L 219.610941 107.851775 \n",
       "L 216.559381 108.075149 \n",
       "L 213.507807 108.209171 \n",
       "L 210.456247 108.253847 \n",
       "L 207.404688 108.209171 \n",
       "L 204.353128 108.075149 \n",
       "L 201.301569 107.851776 \n",
       "L 198.249995 107.539055 \n",
       "L 195.198435 107.136983 \n",
       "L 192.146876 106.645564 \n",
       "L 189.095316 106.064795 \n",
       "L 186.043757 105.394678 \n",
       "L 183.530689 104.769231 \n",
       "L 182.992182 104.627964 \n",
       "L 179.940623 103.733267 \n",
       "L 176.889063 102.744389 \n",
       "L 173.837504 101.661334 \n",
       "L 172.860994 101.284615 \n",
       "L 170.785944 100.438356 \n",
       "L 167.73437 99.094286 \n",
       "L 164.998486 97.799999 \n",
       "L 164.682811 97.641608 \n",
       "L 161.631251 96.004897 \n",
       "L 158.672158 94.315387 \n",
       "L 158.579684 94.259182 \n",
       "L 155.528125 92.29206 \n",
       "L 153.383783 90.830771 \n",
       "L 152.476565 90.169898 \n",
       "L 149.424998 87.826791 \n",
       "L 148.829571 87.346154 \n",
       "L 146.373439 85.216673 \n",
       "L 144.883133 83.861538 \n",
       "L 143.321872 82.32831 \n",
       "L 141.423124 80.376922 \n",
       "L 140.270312 79.08913 \n",
       "L 138.387433 76.89231 \n",
       "L 137.218753 75.398909 \n",
       "L 135.724106 73.407694 \n",
       "L 134.167186 71.115184 \n",
       "L 133.389334 69.923074 \n",
       "L 131.354959 66.438462 \n",
       "L 131.115627 65.973858 \n",
       "L 129.618631 62.95385 \n",
       "L 128.121638 59.469229 \n",
       "L 128.06406 59.310834 \n",
       "L 126.898921 55.984618 \n",
       "L 125.900226 52.499997 \n",
       "L 125.123463 49.015385 \n",
       "L 125.0125 48.318479 \n",
       "L 124.584208 45.530773 \n",
       "L 124.262991 42.046153 \n",
       "L 124.155919 38.561541 \n",
       "L 124.262992 35.076921 \n",
       "L 124.584208 31.592309 \n",
       "L 125.0125 28.804603 \n",
       "L 125.123463 28.107697 \n",
       "L 125.900227 24.623076 \n",
       "L 126.898921 21.138465 \n",
       "L 128.06406 17.812254 \n",
       "L 128.121643 17.653844 \n",
       "L 129.618631 14.169232 \n",
       "L 131.115627 11.149224 \n",
       "L 131.354959 10.68462 \n",
       "L 133.389338 7.2 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_3\">\n",
       "    <path d=\"M 237.920312 134.57853 \n",
       "L 234.868753 135.117062 \n",
       "L 231.817193 135.592236 \n",
       "L 228.765619 136.004058 \n",
       "L 227.655985 136.130768 \n",
       "L 225.71406 136.344737 \n",
       "L 222.6625 136.619839 \n",
       "L 219.610941 136.833805 \n",
       "L 216.559381 136.986639 \n",
       "L 213.507807 137.078339 \n",
       "L 210.456247 137.108907 \n",
       "L 207.404688 137.078339 \n",
       "L 204.353128 136.986641 \n",
       "L 201.301569 136.833805 \n",
       "L 198.249995 136.619839 \n",
       "L 195.198435 136.344737 \n",
       "L 193.25651 136.130768 \n",
       "L 192.146876 136.004058 \n",
       "L 189.095316 135.592241 \n",
       "L 186.043757 135.117063 \n",
       "L 182.992182 134.57853 \n",
       "L 179.940623 133.976642 \n",
       "L 176.889063 133.311398 \n",
       "L 174.102863 132.646156 \n",
       "L 173.837504 132.580407 \n",
       "L 170.785944 131.758564 \n",
       "L 167.73437 130.870973 \n",
       "L 164.682811 129.917635 \n",
       "L 162.418732 129.161535 \n",
       "L 161.631251 128.888239 \n",
       "L 158.579684 127.760862 \n",
       "L 155.528125 126.56516 \n",
       "L 153.383778 125.676924 \n",
       "L 152.476565 125.285798 \n",
       "L 149.424998 123.899059 \n",
       "L 146.373439 122.441211 \n",
       "L 145.876675 122.192312 \n",
       "L 143.321872 120.857775 \n",
       "L 140.270312 119.189606 \n",
       "L 139.426264 118.707691 \n",
       "L 137.218753 117.391283 \n",
       "L 134.167186 115.494104 \n",
       "L 133.748345 115.223079 \n",
       "L 131.115627 113.440257 \n",
       "L 128.697396 111.738459 \n",
       "L 128.06406 111.271015 \n",
       "L 125.0125 108.933772 \n",
       "L 124.155922 108.253847 \n",
       "L 121.960941 106.422192 \n",
       "L 120.047242 104.769231 \n",
       "L 118.909374 103.733267 \n",
       "L 116.308045 101.284615 \n",
       "L 115.857814 100.836592 \n",
       "L 112.903125 97.799999 \n",
       "L 112.806247 97.694402 \n",
       "L 109.801636 94.315387 \n",
       "L 109.754688 94.259182 \n",
       "L 106.9764 90.830771 \n",
       "L 106.703128 90.470296 \n",
       "L 104.403397 87.346154 \n",
       "L 103.651562 86.249147 \n",
       "L 102.061307 83.861538 \n",
       "L 100.600002 81.492012 \n",
       "L 99.931159 80.376922 \n",
       "L 98.008261 76.89231 \n",
       "L 97.548443 75.979684 \n",
       "L 96.287123 73.407694 \n",
       "L 94.740999 69.923074 \n",
       "L 94.496876 69.308148 \n",
       "L 93.387216 66.438462 \n",
       "L 92.198295 62.95385 \n",
       "L 91.445309 60.407392 \n",
       "L 91.174918 59.469229 \n",
       "L 90.325119 55.984618 \n",
       "L 89.629824 52.499997 \n",
       "L 89.089043 49.015385 \n",
       "L 88.702768 45.530773 \n",
       "L 88.471006 42.046153 \n",
       "L 88.393749 38.561541 \n",
       "L 88.471006 35.076921 \n",
       "L 88.702768 31.592309 \n",
       "L 89.089043 28.107697 \n",
       "L 89.629824 24.623076 \n",
       "L 90.325119 21.138465 \n",
       "L 91.174922 17.653844 \n",
       "L 91.445309 16.715694 \n",
       "L 92.198295 14.169232 \n",
       "L 93.387216 10.68462 \n",
       "L 94.496876 7.814927 \n",
       "L 94.740999 7.2 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_4\">\n",
       "    <path d=\"M 135.724103 143.1 \n",
       "L 134.167186 142.361734 \n",
       "L 131.115627 140.855672 \n",
       "L 128.697418 139.615388 \n",
       "L 128.06406 139.279146 \n",
       "L 125.0125 137.597977 \n",
       "L 122.442757 136.130768 \n",
       "L 121.960941 135.845668 \n",
       "L 118.909374 133.97664 \n",
       "L 116.808305 132.646156 \n",
       "L 115.857814 132.021554 \n",
       "L 112.806247 129.950509 \n",
       "L 111.679509 129.161535 \n",
       "L 109.754688 127.760863 \n",
       "L 106.9764 125.676924 \n",
       "L 106.703128 125.463582 \n",
       "L 103.651562 123.010127 \n",
       "L 102.663029 122.192312 \n",
       "L 100.600002 120.412934 \n",
       "L 98.677096 118.707691 \n",
       "L 97.548443 117.662313 \n",
       "L 94.985122 115.223079 \n",
       "L 94.496876 114.736858 \n",
       "L 91.564196 111.738459 \n",
       "L 91.445309 111.610978 \n",
       "L 88.393749 108.253847 \n",
       "L 85.455206 104.769231 \n",
       "L 85.34219 104.627968 \n",
       "L 82.73181 101.284615 \n",
       "L 82.29063 100.687266 \n",
       "L 80.208379 97.799999 \n",
       "L 79.239056 96.374469 \n",
       "L 77.871123 94.315387 \n",
       "L 76.187497 91.617615 \n",
       "L 75.707478 90.830771 \n",
       "L 73.71882 87.346154 \n",
       "L 73.135937 86.249147 \n",
       "L 71.89519 83.861538 \n",
       "L 70.218509 80.376922 \n",
       "L 70.084378 80.073919 \n",
       "L 68.706251 76.89231 \n",
       "L 67.328125 73.407694 \n",
       "L 67.032818 72.582408 \n",
       "L 66.101278 69.923074 \n",
       "L 65.009145 66.438462 \n",
       "L 64.045489 62.95385 \n",
       "L 63.981244 62.685796 \n",
       "L 63.226219 59.469229 \n",
       "L 62.534114 55.984618 \n",
       "L 61.967844 52.499997 \n",
       "L 61.527415 49.015385 \n",
       "L 61.212819 45.530773 \n",
       "L 61.024065 42.046153 \n",
       "L 60.961144 38.561541 \n",
       "L 61.024065 35.076921 \n",
       "L 61.212819 31.592309 \n",
       "L 61.527415 28.107697 \n",
       "L 61.967844 24.623076 \n",
       "L 62.534114 21.138465 \n",
       "L 63.226225 17.653844 \n",
       "L 63.981244 14.437287 \n",
       "L 64.045489 14.169232 \n",
       "L 65.009145 10.68462 \n",
       "L 66.101284 7.2 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_5\">\n",
       "    <path d=\"M 96.287123 143.1 \n",
       "L 94.496876 141.800653 \n",
       "L 91.564211 139.615388 \n",
       "L 91.445309 139.52368 \n",
       "L 88.393749 137.108906 \n",
       "L 87.188192 136.130768 \n",
       "L 85.34219 134.578536 \n",
       "L 83.09947 132.646156 \n",
       "L 82.29063 131.922942 \n",
       "L 79.274964 129.161535 \n",
       "L 79.239056 129.127365 \n",
       "L 76.187497 126.155203 \n",
       "L 75.707478 125.676924 \n",
       "L 73.135937 123.010127 \n",
       "L 72.364665 122.192312 \n",
       "L 70.084378 119.671523 \n",
       "L 69.231251 118.707691 \n",
       "L 67.032818 116.113597 \n",
       "L 66.294013 115.223079 \n",
       "L 63.981244 112.30572 \n",
       "L 63.540813 111.738459 \n",
       "L 60.96115 108.253847 \n",
       "L 60.929684 108.209163 \n",
       "L 58.556252 104.769231 \n",
       "L 57.878125 103.733261 \n",
       "L 56.307021 101.284615 \n",
       "L 54.826565 98.845397 \n",
       "L 54.204393 97.799999 \n",
       "L 52.249024 94.315387 \n",
       "L 51.775006 93.416152 \n",
       "L 50.438126 90.830771 \n",
       "L 48.7525 87.346154 \n",
       "L 48.723432 87.281611 \n",
       "L 47.211914 83.861538 \n",
       "L 45.785952 80.376922 \n",
       "L 45.671872 80.073905 \n",
       "L 44.496043 76.89231 \n",
       "L 43.320213 73.407694 \n",
       "L 42.620312 71.115187 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_6\">\n",
       "    <path d=\"M 67.328119 143.1 \n",
       "L 67.032818 142.834235 \n",
       "L 63.981244 140.028815 \n",
       "L 63.540815 139.615388 \n",
       "L 60.929684 137.078341 \n",
       "L 59.974143 136.130768 \n",
       "L 57.878125 133.97664 \n",
       "L 56.609163 132.646156 \n",
       "L 54.826565 130.706605 \n",
       "L 53.434101 129.161535 \n",
       "L 51.775006 127.248424 \n",
       "L 50.438126 125.676924 \n",
       "L 48.723432 123.579038 \n",
       "L 47.611182 122.192312 \n",
       "L 45.671872 119.671518 \n",
       "L 44.943982 118.707691 \n",
       "L 42.620312 115.494103 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_7\">\n",
       "    <path d=\"M 43.320214 143.1 \n",
       "L 42.620312 142.361735 \n",
       "\" clip-path=\"url(#pd329e94e35)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_8\"/>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 42.620312 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 237.920313 143.1 \n",
       "L 237.920313 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 237.920312 143.1 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 42.620312 7.2 \n",
       "L 237.920312 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pd329e94e35\">\n",
       "   <rect x=\"42.620312\" y=\"7.2\" width=\"195.3\" height=\"135.9\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def exponential_lr():\n",
    "    # 在函数外部定义，而在内部更新的全局变量\n",
    "    global t\n",
    "    t += 1\n",
    "    return math.exp(-0.1 * t)\n",
    "\n",
    "t = 1\n",
    "lr = exponential_lr\n",
    "d2l.show_trace_2d(f, d2l.train_2d(sgd, steps=1000, f_grad=f_grad))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d4b2428c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 50, x1: 0.002303, x2: -0.127476\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"245.120313pt\" height=\"180.65625pt\" viewBox=\"0 0 245.120313 180.65625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2023-03-03T01:31:49.251177</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 180.65625 \n",
       "L 245.120313 180.65625 \n",
       "L 245.120313 0 \n",
       "L 0 0 \n",
       "L 0 180.65625 \n",
       "z\n",
       "\" style=\"fill: none\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 237.920313 143.1 \n",
       "L 237.920313 7.2 \n",
       "L 42.620312 7.2 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m5097854303\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5097854303\" x=\"88.393749\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −4 -->\n",
       "      <g transform=\"translate(81.022656 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5097854303\" x=\"149.424998\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(142.053905 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5097854303\" x=\"210.456247\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(207.274997 157.698438)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_4\">\n",
       "     <!-- x1 -->\n",
       "     <g transform=\"translate(134.129687 171.376563)scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-31\" x=\"59.179688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"m5d1e8bfae7\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5d1e8bfae7\" x=\"42.620312\" y=\"143.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- −3 -->\n",
       "      <g transform=\"translate(20.878125 146.899219)scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5d1e8bfae7\" x=\"42.620312\" y=\"108.253847\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- −2 -->\n",
       "      <g transform=\"translate(20.878125 112.053066)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5d1e8bfae7\" x=\"42.620312\" y=\"73.407694\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −1 -->\n",
       "      <g transform=\"translate(20.878125 77.206913)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5d1e8bfae7\" x=\"42.620312\" y=\"38.561541\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(29.257812 42.36076)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_9\">\n",
       "     <!-- x2 -->\n",
       "     <g transform=\"translate(14.798437 81.290625)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-78\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-32\" x=\"59.179688\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_8\">\n",
       "    <path d=\"M 57.878125 108.253847 \n",
       "L 87.570193 81.991925 \n",
       "L 110.777855 65.650339 \n",
       "L 126.121445 57.776414 \n",
       "L 141.799468 45.239393 \n",
       "L 157.458822 41.066581 \n",
       "L 163.903849 36.331644 \n",
       "L 172.16692 41.516364 \n",
       "L 176.677292 41.087664 \n",
       "L 179.389839 43.738837 \n",
       "L 183.698545 43.225125 \n",
       "L 188.355722 45.534497 \n",
       "L 192.533815 46.139603 \n",
       "L 195.335827 46.526913 \n",
       "L 196.160978 47.66276 \n",
       "L 200.414588 47.739572 \n",
       "L 204.975316 42.555959 \n",
       "L 204.567447 39.553612 \n",
       "L 201.268706 41.337265 \n",
       "L 204.112225 39.097748 \n",
       "L 206.26978 37.14226 \n",
       "L 208.889575 38.257315 \n",
       "L 208.440298 36.184143 \n",
       "L 208.952556 34.035303 \n",
       "L 209.663911 36.121789 \n",
       "L 211.304191 38.84256 \n",
       "L 210.641769 36.660671 \n",
       "L 211.915151 33.873913 \n",
       "L 211.476457 35.472517 \n",
       "L 208.242953 37.550566 \n",
       "L 209.726092 38.209745 \n",
       "L 211.922953 42.539455 \n",
       "L 210.157563 41.15419 \n",
       "L 209.889074 41.040598 \n",
       "L 208.502695 39.055287 \n",
       "L 208.789365 39.014167 \n",
       "L 209.170636 38.902059 \n",
       "L 208.94231 37.995323 \n",
       "L 209.204869 40.051194 \n",
       "L 208.795616 40.588942 \n",
       "L 209.861247 41.144566 \n",
       "L 210.661965 42.296069 \n",
       "L 210.056987 40.327419 \n",
       "L 211.379328 39.685773 \n",
       "L 211.208187 36.91897 \n",
       "L 208.491319 39.311668 \n",
       "L 209.393433 40.319741 \n",
       "L 208.722106 41.971878 \n",
       "L 209.371643 41.626653 \n",
       "L 209.759128 43.059957 \n",
       "L 210.526511 43.003581 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #ff7f0e; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m024d8f4f1d\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #ff7f0e\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p00ce628d6f)\">\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"57.878125\" y=\"108.253847\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"87.570193\" y=\"81.991925\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"110.777855\" y=\"65.650339\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"126.121445\" y=\"57.776414\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"141.799468\" y=\"45.239393\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"157.458822\" y=\"41.066581\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"163.903849\" y=\"36.331644\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"172.16692\" y=\"41.516364\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"176.677292\" y=\"41.087664\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"179.389839\" y=\"43.738837\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"183.698545\" y=\"43.225125\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"188.355722\" y=\"45.534497\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"192.533815\" y=\"46.139603\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"195.335827\" y=\"46.526913\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"196.160978\" y=\"47.66276\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"200.414588\" y=\"47.739572\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"204.975316\" y=\"42.555959\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"204.567447\" y=\"39.553612\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"201.268706\" y=\"41.337265\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"204.112225\" y=\"39.097748\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"206.26978\" y=\"37.14226\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.889575\" y=\"38.257315\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.440298\" y=\"36.184143\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.952556\" y=\"34.035303\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.663911\" y=\"36.121789\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"211.304191\" y=\"38.84256\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"210.641769\" y=\"36.660671\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"211.915151\" y=\"33.873913\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"211.476457\" y=\"35.472517\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.242953\" y=\"37.550566\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.726092\" y=\"38.209745\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"211.922953\" y=\"42.539455\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"210.157563\" y=\"41.15419\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.889074\" y=\"41.040598\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.502695\" y=\"39.055287\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.789365\" y=\"39.014167\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.170636\" y=\"38.902059\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.94231\" y=\"37.995323\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.204869\" y=\"40.051194\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.795616\" y=\"40.588942\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.861247\" y=\"41.144566\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"210.661965\" y=\"42.296069\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"210.056987\" y=\"40.327419\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"211.379328\" y=\"39.685773\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"211.208187\" y=\"36.91897\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.491319\" y=\"39.311668\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.393433\" y=\"40.319741\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"208.722106\" y=\"41.971878\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.371643\" y=\"41.626653\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"209.759128\" y=\"43.059957\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "     <use xlink:href=\"#m024d8f4f1d\" x=\"210.526511\" y=\"43.003581\" style=\"fill: #ff7f0e; stroke: #ff7f0e\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_1\">\n",
       "    <path d=\"M 210.456247 38.561541 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_2\">\n",
       "    <path d=\"M 237.920312 104.627964 \n",
       "L 237.381806 104.769231 \n",
       "L 234.868753 105.394674 \n",
       "L 231.817193 106.064792 \n",
       "L 228.765619 106.645564 \n",
       "L 225.71406 107.136983 \n",
       "L 222.6625 107.539055 \n",
       "L 219.610941 107.851775 \n",
       "L 216.559381 108.075149 \n",
       "L 213.507807 108.209171 \n",
       "L 210.456247 108.253847 \n",
       "L 207.404688 108.209171 \n",
       "L 204.353128 108.075149 \n",
       "L 201.301569 107.851776 \n",
       "L 198.249995 107.539055 \n",
       "L 195.198435 107.136983 \n",
       "L 192.146876 106.645564 \n",
       "L 189.095316 106.064795 \n",
       "L 186.043757 105.394678 \n",
       "L 183.530689 104.769231 \n",
       "L 182.992182 104.627964 \n",
       "L 179.940623 103.733267 \n",
       "L 176.889063 102.744389 \n",
       "L 173.837504 101.661334 \n",
       "L 172.860994 101.284615 \n",
       "L 170.785944 100.438356 \n",
       "L 167.73437 99.094286 \n",
       "L 164.998486 97.799999 \n",
       "L 164.682811 97.641608 \n",
       "L 161.631251 96.004897 \n",
       "L 158.672158 94.315387 \n",
       "L 158.579684 94.259182 \n",
       "L 155.528125 92.29206 \n",
       "L 153.383783 90.830771 \n",
       "L 152.476565 90.169898 \n",
       "L 149.424998 87.826791 \n",
       "L 148.829571 87.346154 \n",
       "L 146.373439 85.216673 \n",
       "L 144.883133 83.861538 \n",
       "L 143.321872 82.32831 \n",
       "L 141.423124 80.376922 \n",
       "L 140.270312 79.08913 \n",
       "L 138.387433 76.89231 \n",
       "L 137.218753 75.398909 \n",
       "L 135.724106 73.407694 \n",
       "L 134.167186 71.115184 \n",
       "L 133.389334 69.923074 \n",
       "L 131.354959 66.438462 \n",
       "L 131.115627 65.973858 \n",
       "L 129.618631 62.95385 \n",
       "L 128.121638 59.469229 \n",
       "L 128.06406 59.310834 \n",
       "L 126.898921 55.984618 \n",
       "L 125.900226 52.499997 \n",
       "L 125.123463 49.015385 \n",
       "L 125.0125 48.318479 \n",
       "L 124.584208 45.530773 \n",
       "L 124.262991 42.046153 \n",
       "L 124.155919 38.561541 \n",
       "L 124.262992 35.076921 \n",
       "L 124.584208 31.592309 \n",
       "L 125.0125 28.804603 \n",
       "L 125.123463 28.107697 \n",
       "L 125.900227 24.623076 \n",
       "L 126.898921 21.138465 \n",
       "L 128.06406 17.812254 \n",
       "L 128.121643 17.653844 \n",
       "L 129.618631 14.169232 \n",
       "L 131.115627 11.149224 \n",
       "L 131.354959 10.68462 \n",
       "L 133.389338 7.2 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_3\">\n",
       "    <path d=\"M 237.920312 134.57853 \n",
       "L 234.868753 135.117062 \n",
       "L 231.817193 135.592236 \n",
       "L 228.765619 136.004058 \n",
       "L 227.655985 136.130768 \n",
       "L 225.71406 136.344737 \n",
       "L 222.6625 136.619839 \n",
       "L 219.610941 136.833805 \n",
       "L 216.559381 136.986639 \n",
       "L 213.507807 137.078339 \n",
       "L 210.456247 137.108907 \n",
       "L 207.404688 137.078339 \n",
       "L 204.353128 136.986641 \n",
       "L 201.301569 136.833805 \n",
       "L 198.249995 136.619839 \n",
       "L 195.198435 136.344737 \n",
       "L 193.25651 136.130768 \n",
       "L 192.146876 136.004058 \n",
       "L 189.095316 135.592241 \n",
       "L 186.043757 135.117063 \n",
       "L 182.992182 134.57853 \n",
       "L 179.940623 133.976642 \n",
       "L 176.889063 133.311398 \n",
       "L 174.102863 132.646156 \n",
       "L 173.837504 132.580407 \n",
       "L 170.785944 131.758564 \n",
       "L 167.73437 130.870973 \n",
       "L 164.682811 129.917635 \n",
       "L 162.418732 129.161535 \n",
       "L 161.631251 128.888239 \n",
       "L 158.579684 127.760862 \n",
       "L 155.528125 126.56516 \n",
       "L 153.383778 125.676924 \n",
       "L 152.476565 125.285798 \n",
       "L 149.424998 123.899059 \n",
       "L 146.373439 122.441211 \n",
       "L 145.876675 122.192312 \n",
       "L 143.321872 120.857775 \n",
       "L 140.270312 119.189606 \n",
       "L 139.426264 118.707691 \n",
       "L 137.218753 117.391283 \n",
       "L 134.167186 115.494104 \n",
       "L 133.748345 115.223079 \n",
       "L 131.115627 113.440257 \n",
       "L 128.697396 111.738459 \n",
       "L 128.06406 111.271015 \n",
       "L 125.0125 108.933772 \n",
       "L 124.155922 108.253847 \n",
       "L 121.960941 106.422192 \n",
       "L 120.047242 104.769231 \n",
       "L 118.909374 103.733267 \n",
       "L 116.308045 101.284615 \n",
       "L 115.857814 100.836592 \n",
       "L 112.903125 97.799999 \n",
       "L 112.806247 97.694402 \n",
       "L 109.801636 94.315387 \n",
       "L 109.754688 94.259182 \n",
       "L 106.9764 90.830771 \n",
       "L 106.703128 90.470296 \n",
       "L 104.403397 87.346154 \n",
       "L 103.651562 86.249147 \n",
       "L 102.061307 83.861538 \n",
       "L 100.600002 81.492012 \n",
       "L 99.931159 80.376922 \n",
       "L 98.008261 76.89231 \n",
       "L 97.548443 75.979684 \n",
       "L 96.287123 73.407694 \n",
       "L 94.740999 69.923074 \n",
       "L 94.496876 69.308148 \n",
       "L 93.387216 66.438462 \n",
       "L 92.198295 62.95385 \n",
       "L 91.445309 60.407392 \n",
       "L 91.174918 59.469229 \n",
       "L 90.325119 55.984618 \n",
       "L 89.629824 52.499997 \n",
       "L 89.089043 49.015385 \n",
       "L 88.702768 45.530773 \n",
       "L 88.471006 42.046153 \n",
       "L 88.393749 38.561541 \n",
       "L 88.471006 35.076921 \n",
       "L 88.702768 31.592309 \n",
       "L 89.089043 28.107697 \n",
       "L 89.629824 24.623076 \n",
       "L 90.325119 21.138465 \n",
       "L 91.174922 17.653844 \n",
       "L 91.445309 16.715694 \n",
       "L 92.198295 14.169232 \n",
       "L 93.387216 10.68462 \n",
       "L 94.496876 7.814927 \n",
       "L 94.740999 7.2 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_4\">\n",
       "    <path d=\"M 135.724103 143.1 \n",
       "L 134.167186 142.361734 \n",
       "L 131.115627 140.855672 \n",
       "L 128.697418 139.615388 \n",
       "L 128.06406 139.279146 \n",
       "L 125.0125 137.597977 \n",
       "L 122.442757 136.130768 \n",
       "L 121.960941 135.845668 \n",
       "L 118.909374 133.97664 \n",
       "L 116.808305 132.646156 \n",
       "L 115.857814 132.021554 \n",
       "L 112.806247 129.950509 \n",
       "L 111.679509 129.161535 \n",
       "L 109.754688 127.760863 \n",
       "L 106.9764 125.676924 \n",
       "L 106.703128 125.463582 \n",
       "L 103.651562 123.010127 \n",
       "L 102.663029 122.192312 \n",
       "L 100.600002 120.412934 \n",
       "L 98.677096 118.707691 \n",
       "L 97.548443 117.662313 \n",
       "L 94.985122 115.223079 \n",
       "L 94.496876 114.736858 \n",
       "L 91.564196 111.738459 \n",
       "L 91.445309 111.610978 \n",
       "L 88.393749 108.253847 \n",
       "L 85.455206 104.769231 \n",
       "L 85.34219 104.627968 \n",
       "L 82.73181 101.284615 \n",
       "L 82.29063 100.687266 \n",
       "L 80.208379 97.799999 \n",
       "L 79.239056 96.374469 \n",
       "L 77.871123 94.315387 \n",
       "L 76.187497 91.617615 \n",
       "L 75.707478 90.830771 \n",
       "L 73.71882 87.346154 \n",
       "L 73.135937 86.249147 \n",
       "L 71.89519 83.861538 \n",
       "L 70.218509 80.376922 \n",
       "L 70.084378 80.073919 \n",
       "L 68.706251 76.89231 \n",
       "L 67.328125 73.407694 \n",
       "L 67.032818 72.582408 \n",
       "L 66.101278 69.923074 \n",
       "L 65.009145 66.438462 \n",
       "L 64.045489 62.95385 \n",
       "L 63.981244 62.685796 \n",
       "L 63.226219 59.469229 \n",
       "L 62.534114 55.984618 \n",
       "L 61.967844 52.499997 \n",
       "L 61.527415 49.015385 \n",
       "L 61.212819 45.530773 \n",
       "L 61.024065 42.046153 \n",
       "L 60.961144 38.561541 \n",
       "L 61.024065 35.076921 \n",
       "L 61.212819 31.592309 \n",
       "L 61.527415 28.107697 \n",
       "L 61.967844 24.623076 \n",
       "L 62.534114 21.138465 \n",
       "L 63.226225 17.653844 \n",
       "L 63.981244 14.437287 \n",
       "L 64.045489 14.169232 \n",
       "L 65.009145 10.68462 \n",
       "L 66.101284 7.2 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_5\">\n",
       "    <path d=\"M 96.287123 143.1 \n",
       "L 94.496876 141.800653 \n",
       "L 91.564211 139.615388 \n",
       "L 91.445309 139.52368 \n",
       "L 88.393749 137.108906 \n",
       "L 87.188192 136.130768 \n",
       "L 85.34219 134.578536 \n",
       "L 83.09947 132.646156 \n",
       "L 82.29063 131.922942 \n",
       "L 79.274964 129.161535 \n",
       "L 79.239056 129.127365 \n",
       "L 76.187497 126.155203 \n",
       "L 75.707478 125.676924 \n",
       "L 73.135937 123.010127 \n",
       "L 72.364665 122.192312 \n",
       "L 70.084378 119.671523 \n",
       "L 69.231251 118.707691 \n",
       "L 67.032818 116.113597 \n",
       "L 66.294013 115.223079 \n",
       "L 63.981244 112.30572 \n",
       "L 63.540813 111.738459 \n",
       "L 60.96115 108.253847 \n",
       "L 60.929684 108.209163 \n",
       "L 58.556252 104.769231 \n",
       "L 57.878125 103.733261 \n",
       "L 56.307021 101.284615 \n",
       "L 54.826565 98.845397 \n",
       "L 54.204393 97.799999 \n",
       "L 52.249024 94.315387 \n",
       "L 51.775006 93.416152 \n",
       "L 50.438126 90.830771 \n",
       "L 48.7525 87.346154 \n",
       "L 48.723432 87.281611 \n",
       "L 47.211914 83.861538 \n",
       "L 45.785952 80.376922 \n",
       "L 45.671872 80.073905 \n",
       "L 44.496043 76.89231 \n",
       "L 43.320213 73.407694 \n",
       "L 42.620312 71.115187 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_6\">\n",
       "    <path d=\"M 67.328119 143.1 \n",
       "L 67.032818 142.834235 \n",
       "L 63.981244 140.028815 \n",
       "L 63.540815 139.615388 \n",
       "L 60.929684 137.078341 \n",
       "L 59.974143 136.130768 \n",
       "L 57.878125 133.97664 \n",
       "L 56.609163 132.646156 \n",
       "L 54.826565 130.706605 \n",
       "L 53.434101 129.161535 \n",
       "L 51.775006 127.248424 \n",
       "L 50.438126 125.676924 \n",
       "L 48.723432 123.579038 \n",
       "L 47.611182 122.192312 \n",
       "L 45.671872 119.671518 \n",
       "L 44.943982 118.707691 \n",
       "L 42.620312 115.494103 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_7\">\n",
       "    <path d=\"M 43.320214 143.1 \n",
       "L 42.620312 142.361735 \n",
       "\" clip-path=\"url(#p00ce628d6f)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"PathCollection_8\"/>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 42.620312 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 237.920313 143.1 \n",
       "L 237.920313 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 42.620312 143.1 \n",
       "L 237.920312 143.1 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 42.620312 7.2 \n",
       "L 237.920312 7.2 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p00ce628d6f\">\n",
       "   <rect x=\"42.620312\" y=\"7.2\" width=\"195.3\" height=\"135.9\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def polynomial_lr():\n",
    "    # 在函数外部定义，而在内部更新的全局变量\n",
    "    global t\n",
    "    t += 1\n",
    "    return (1 + 0.1 * t) ** (-0.5)\n",
    "\n",
    "t = 1\n",
    "lr = polynomial_lr\n",
    "d2l.show_trace_2d(f, d2l.train_2d(sgd, steps=50, f_grad=f_grad))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8ee2734",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
